Sure! We can explore some additional angles to uncover new insights and refine your vision even further. Here are some discussion prompts and questions to consider—respond to whichever sparks your interest:

1. Regulatory & Ethical Considerations

Questions to Think About

• Have you thought about compliance with market regulations (e.g., front-running, insider trading issues) when automating trades based on social/dark-web signals?
• If you scrape or store personal data (like user handles or even partial user info), how do you ensure privacy and compliance with laws such as GDPR or platform TOS?

Why This Might Matter

• Even for a private system, being mindful of legal/ethical lines avoids future headaches and keeps you on solid ground if you ever scale up or collaborate with others.

2. Handling Noise & Bot Activity

Questions to Think About

• Bot-driven hype or fake news is common—how might your system distinguish between genuine signals and manipulated chatter?
• Would you consider adding bot-detection algorithms or factoring in user “reputation” (e.g., follower count, engagement authenticity) before triggering trades?

Why This Might Matter

• Real-time signals can be extremely noisy. Robust filters save you from acting on false positives.

3. Risk Management & Position Sizing

Questions to Think About

• Beyond just “buy” or “short,” do you envision the system deciding how much to allocate (like position sizing) or setting stop-losses automatically?
• Could an “agent” watch the open positions in real time and dynamically adjust stop-loss or take-profit levels if sentiment shifts again?